Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2987 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 291.7 KiB |
| Average record size in memory | 100.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly overall correlated with qty_invoices and 3 other fields | High correlation |
recency_days is highly overall correlated with qty_invoices | High correlation |
qty_invoices is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qty_items_purchased is highly overall correlated with gross_revenue and 3 other fields | High correlation |
products_variety is highly overall correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly overall correlated with avg_variety_basket | High correlation |
avg_recency_days is highly overall correlated with frequency_days | High correlation |
frequency_days is highly overall correlated with avg_recency_days | High correlation |
avg_basket_size is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_variety_basket is highly overall correlated with products_variety and 1 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 24.66292639) | Skewed |
total_return is highly skewed (γ1 = 22.05429318) | Skewed |
customer_id has unique values | Unique |
recency_days has 33 (1.1%) zeros | Zeros |
total_return has 1500 (50.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-31 17:53:48.150959 |
|---|---|
| Analysis finished | 2023-01-31 17:54:08.591321 |
| Duration | 20.44 seconds |
| Software version | pandas-profiling vdev |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2987 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15268.629 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 35.0 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12613.6 |
| Q1 | 13791.5 |
| median | 15220 |
| Q3 | 16770.5 |
| 95-th percentile | 17964.7 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2979 |
Descriptive statistics
| Standard deviation | 1721.4222 |
|---|---|
| Coefficient of variation (CV) | 0.11274242 |
| Kurtosis | -1.2080253 |
| Mean | 15268.629 |
| Median Absolute Deviation (MAD) | 1491 |
| Skewness | 0.030183419 |
| Sum | 45607394 |
| Variance | 2963294.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 13223 | 1 | < 0.1% |
| 12670 | 1 | < 0.1% |
| 17588 | 1 | < 0.1% |
| 14759 | 1 | < 0.1% |
| 16185 | 1 | < 0.1% |
| 13505 | 1 | < 0.1% |
| 13389 | 1 | < 0.1% |
| 17631 | 1 | < 0.1% |
| 17061 | 1 | < 0.1% |
| Other values (2977) | 2977 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12363 | 1 | |
| 12364 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
| Distinct | 2972 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2677.8825 |
| Minimum | 5.9 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 5.9 |
|---|---|
| 5-th percentile | 227.507 |
| Q1 | 566.59 |
| median | 1079.34 |
| Q3 | 2296.855 |
| 95-th percentile | 7123.119 |
| Maximum | 279138.02 |
| Range | 279132.12 |
| Interquartile range (IQR) | 1730.265 |
Descriptive statistics
| Standard deviation | 10083.327 |
|---|---|
| Coefficient of variation (CV) | 3.7654107 |
| Kurtosis | 401.66922 |
| Mean | 2677.8825 |
| Median Absolute Deviation (MAD) | 667.74 |
| Skewness | 17.717157 |
| Sum | 7998835 |
| Variance | 1.0167349 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 731.9 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 1025.44 | 2 | 0.1% |
| 178.96 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| Other values (2962) | 2967 |
| Value | Count | Frequency (%) |
| 5.9 | 1 | |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 63 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 136275.72 | 1 | |
| 124564.53 | 1 | |
| 116729.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.818212 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 32 |
| Q3 | 84 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 73 |
Descriptive statistics
| Standard deviation | 78.0885 |
|---|---|
| Coefficient of variation (CV) | 1.2047309 |
| Kurtosis | 2.7156163 |
| Mean | 64.818212 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7838576 |
| Sum | 193612 |
| Variance | 6097.8139 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.8% |
| 2 | 84 | 2.8% |
| 8 | 76 | 2.5% |
| 10 | 67 | 2.2% |
| 7 | 66 | 2.2% |
| 9 | 66 | 2.2% |
| 17 | 64 | 2.1% |
| 15 | 55 | 1.8% |
| Other values (262) | 2238 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.1% |
| 1 | 99 | |
| 2 | 84 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 3 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 3 | |
| 364 | 1 | < 0.1% |
| 360 | 2 | |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qty_invoices
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6916639 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8227128 |
|---|---|
| Coefficient of variation (CV) | 1.5501114 |
| Kurtosis | 191.0355 |
| Mean | 5.6916639 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.765303 |
| Sum | 17001 |
| Variance | 77.840262 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 788 | |
| 3 | 498 | |
| 4 | 394 | |
| 5 | 236 | 7.9% |
| 1 | 206 | 6.9% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 54 | 1.8% |
| Other values (47) | 332 |
| Value | Count | Frequency (%) |
| 1 | 206 | 6.9% |
| 2 | 788 | |
| 3 | 498 | |
| 4 | 394 | |
| 5 | 236 | 7.9% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 54 | 1.8% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 |
qty_items_purchased
Real number (ℝ)
| Distinct | 1678 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1574.2133 |
| Minimum | 2 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 101 |
| Q1 | 294.5 |
| median | 628 |
| Q3 | 1395.5 |
| 95-th percentile | 4395.2 |
| Maximum | 196844 |
| Range | 196842 |
| Interquartile range (IQR) | 1101 |
Descriptive statistics
| Standard deviation | 5687.5781 |
|---|---|
| Coefficient of variation (CV) | 3.6129654 |
| Kurtosis | 519.9407 |
| Mean | 1574.2133 |
| Median Absolute Deviation (MAD) | 413 |
| Skewness | 18.793868 |
| Sum | 4702175 |
| Variance | 32348544 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 134 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 114 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| Other values (1668) | 2902 |
| Value | Count | Frequency (%) |
| 2 | 3 | |
| 12 | 2 | |
| 16 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80179 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57872 | 1 | |
| 50255 | 1 |
products_variety
Real number (ℝ)
| Distinct | 339 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.019083 |
| Minimum | 1 |
|---|---|
| Maximum | 1785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 25 |
| median | 52 |
| Q3 | 100 |
| 95-th percentile | 233 |
| Maximum | 1785 |
| Range | 1784 |
| Interquartile range (IQR) | 75 |
Descriptive statistics
| Standard deviation | 96.634915 |
|---|---|
| Coefficient of variation (CV) | 1.2229314 |
| Kurtosis | 82.657155 |
| Mean | 79.019083 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 6.3987239 |
| Sum | 236030 |
| Variance | 9338.3067 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 44 | 1.5% |
| 18 | 42 | 1.4% |
| 37 | 40 | 1.3% |
| 28 | 40 | 1.3% |
| 25 | 37 | 1.2% |
| 15 | 37 | 1.2% |
| 11 | 37 | 1.2% |
| 26 | 37 | 1.2% |
| 23 | 36 | 1.2% |
| 30 | 36 | 1.2% |
| Other values (329) | 2601 |
| Value | Count | Frequency (%) |
| 1 | 26 | |
| 2 | 16 | |
| 3 | 20 | |
| 4 | 20 | |
| 5 | 35 | |
| 6 | 22 | |
| 7 | 26 | |
| 8 | 30 | |
| 9 | 32 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 1785 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 884 | 1 | |
| 816 | 1 | |
| 717 | 1 | |
| 713 | 1 | |
| 699 | 1 | |
| 636 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2985 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.191821 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.9309583 |
| Q1 | 13.111564 |
| median | 17.931321 |
| Q3 | 24.84247 |
| 95-th percentile | 90.11325 |
| Maximum | 4453.43 |
| Range | 4451.2794 |
| Interquartile range (IQR) | 11.730905 |
Descriptive statistics
| Standard deviation | 120.28843 |
|---|---|
| Coefficient of variation (CV) | 3.6240381 |
| Kurtosis | 788.44422 |
| Mean | 33.191821 |
| Median Absolute Deviation (MAD) | 5.9524292 |
| Skewness | 24.662926 |
| Sum | 99143.97 |
| Variance | 14469.305 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 32.64 | 1 | < 0.1% |
| 31.5408046 | 1 | < 0.1% |
| 53.92173913 | 1 | < 0.1% |
| 15.94088235 | 1 | < 0.1% |
| 17.07774194 | 1 | < 0.1% |
| 17.22099526 | 1 | < 0.1% |
| 15.64627451 | 1 | < 0.1% |
| 13.54692308 | 1 | < 0.1% |
| Other values (2975) | 2975 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 931.5 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
avg_recency_days
Real number (ℝ)
| Distinct | 1254 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.852708 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7.4329798 |
| Q1 | 25.267857 |
| median | 47.666667 |
| Q3 | 84.875 |
| 95-th percentile | 200.7 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.607143 |
Descriptive statistics
| Standard deviation | 63.423688 |
|---|---|
| Coefficient of variation (CV) | 0.94870784 |
| Kurtosis | 4.9626506 |
| Mean | 66.852708 |
| Median Absolute Deviation (MAD) | 26.121212 |
| Skewness | 2.0767769 |
| Sum | 199689.04 |
| Variance | 4022.5642 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 24 | 0.8% |
| 4 | 23 | 0.8% |
| 70 | 22 | 0.7% |
| 7 | 20 | 0.7% |
| 1 | 19 | 0.6% |
| 46 | 18 | 0.6% |
| 21 | 18 | 0.6% |
| 35 | 18 | 0.6% |
| 11 | 18 | 0.6% |
| 49 | 18 | 0.6% |
| Other values (1244) | 2789 |
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 1.5 | 1 | < 0.1% |
| 2 | 14 | |
| 2.5 | 1 | < 0.1% |
| 2.565517241 | 1 | < 0.1% |
| 3 | 15 | |
| 3.271929825 | 1 | < 0.1% |
| 3.321428571 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 23 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency_days
Real number (ℝ)
| Distinct | 1223 |
|---|---|
| Distinct (%) | 40.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.64533 |
| Minimum | 0.058823529 |
|---|---|
| Maximum | 183.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 0.058823529 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 19.972222 |
| median | 38.444444 |
| Q3 | 61 |
| 95-th percentile | 112.33333 |
| Maximum | 183.5 |
| Range | 183.44118 |
| Interquartile range (IQR) | 41.027778 |
Descriptive statistics
| Standard deviation | 34.161602 |
|---|---|
| Coefficient of variation (CV) | 0.7651775 |
| Kurtosis | 1.9050532 |
| Mean | 44.64533 |
| Median Absolute Deviation (MAD) | 20.444444 |
| Skewness | 1.2373278 |
| Sum | 133355.6 |
| Variance | 1167.015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 214 | 7.2% |
| 16 | 18 | 0.6% |
| 36 | 17 | 0.6% |
| 42 | 16 | 0.5% |
| 29 | 15 | 0.5% |
| 11 | 15 | 0.5% |
| 12 | 15 | 0.5% |
| 34 | 14 | 0.5% |
| 47 | 13 | 0.4% |
| 39 | 13 | 0.4% |
| Other values (1213) | 2637 |
| Value | Count | Frequency (%) |
| 0.05882352941 | 1 | < 0.1% |
| 0.3333333333 | 1 | < 0.1% |
| 0.5 | 7 | 0.2% |
| 0.875 | 1 | < 0.1% |
| 1 | 214 | |
| 1.333333333 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1.815533981 | 1 | < 0.1% |
| 1.883838384 | 1 | < 0.1% |
| 2 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 183.5 | 1 | < 0.1% |
| 183 | 1 | < 0.1% |
| 182.5 | 1 | < 0.1% |
| 182 | 1 | < 0.1% |
| 179 | 2 | |
| 178.5 | 1 | < 0.1% |
| 178 | 2 | |
| 176.5 | 1 | < 0.1% |
| 176 | 2 | |
| 175.5 | 3 |
total_return
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 213 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.572481 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 1500 |
| Zeros (%) | 50.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 9 |
| 95-th percentile | 98 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 281.93743 |
|---|---|
| Coefficient of variation (CV) | 8.1549667 |
| Kurtosis | 600.34493 |
| Mean | 34.572481 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.054293 |
| Sum | 103268 |
| Variance | 79488.714 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1500 | |
| 1 | 164 | 5.5% |
| 2 | 149 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.0% |
| 12 | 51 | 1.7% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| Other values (203) | 704 |
| Value | Count | Frequency (%) |
| 0 | 1500 | |
| 1 | 164 | 5.5% |
| 2 | 149 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.0% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3331 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
avg_basket_size
Real number (ℝ)
| Distinct | 1985 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236.74411 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.3333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44.066667 |
| Q1 | 103.275 |
| median | 172.25 |
| Q3 | 282 |
| 95-th percentile | 599.64 |
| Maximum | 6009.3333 |
| Range | 6008.3333 |
| Interquartile range (IQR) | 178.725 |
Descriptive statistics
| Standard deviation | 284.14695 |
|---|---|
| Coefficient of variation (CV) | 1.2002281 |
| Kurtosis | 101.78121 |
| Mean | 236.74411 |
| Median Absolute Deviation (MAD) | 83.25 |
| Skewness | 7.6532698 |
| Sum | 707154.66 |
| Variance | 80739.487 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 11 | 0.4% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 136 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 60 | 9 | 0.3% |
| 140 | 8 | 0.3% |
| 163 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| Other values (1975) | 2896 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 |
avg_variety_basket
Real number (ℝ)
| Distinct | 911 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.542001 |
| Minimum | 0.2 |
|---|---|
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.7298387 |
| median | 13.625 |
| Q3 | 22.2 |
| 95-th percentile | 46 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.470161 |
Descriptive statistics
| Standard deviation | 15.48703 |
|---|---|
| Coefficient of variation (CV) | 0.88285424 |
| Kurtosis | 28.897321 |
| Mean | 17.542001 |
| Median Absolute Deviation (MAD) | 6.625 |
| Skewness | 3.4059968 |
| Sum | 52397.956 |
| Variance | 239.84808 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 43 | 1.4% |
| 9 | 42 | 1.4% |
| 16 | 40 | 1.3% |
| 8 | 39 | 1.3% |
| 14 | 39 | 1.3% |
| 17 | 38 | 1.3% |
| 5 | 38 | 1.3% |
| 7 | 38 | 1.3% |
| 11 | 37 | 1.2% |
| 15 | 35 | 1.2% |
| Other values (901) | 2598 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 177 | 1 | |
| 148 | 1 | |
| 127 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 |
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items_purchased | products_variety | avg_ticket | avg_recency_days | frequency_days | total_return | avg_basket_size | avg_variety_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.076 | 0.001 | 0.027 | -0.070 | 0.006 | -0.130 | 0.023 | 0.002 | -0.063 | -0.125 | -0.020 |
| gross_revenue | -0.076 | 1.000 | -0.417 | 0.772 | 0.925 | 0.667 | 0.246 | -0.250 | -0.080 | 0.375 | 0.572 | 0.105 |
| recency_days | 0.001 | -0.417 | 1.000 | -0.507 | -0.409 | -0.384 | 0.048 | 0.107 | -0.027 | -0.124 | -0.095 | 0.016 |
| qty_invoices | 0.027 | 0.772 | -0.507 | 1.000 | 0.718 | 0.585 | 0.061 | -0.251 | -0.060 | 0.301 | 0.099 | -0.183 |
| qty_items_purchased | -0.070 | 0.925 | -0.409 | 0.718 | 1.000 | 0.664 | 0.169 | -0.231 | -0.071 | 0.347 | 0.727 | 0.146 |
| products_variety | 0.006 | 0.667 | -0.384 | 0.585 | 0.664 | 1.000 | -0.452 | -0.109 | 0.012 | 0.213 | 0.386 | 0.636 |
| avg_ticket | -0.130 | 0.246 | 0.048 | 0.061 | 0.169 | -0.452 | 1.000 | -0.128 | -0.088 | 0.189 | 0.189 | -0.615 |
| avg_recency_days | 0.023 | -0.250 | 0.107 | -0.251 | -0.231 | -0.109 | -0.128 | 1.000 | 0.871 | -0.394 | -0.087 | 0.129 |
| frequency_days | 0.002 | -0.080 | -0.027 | -0.060 | -0.071 | 0.012 | -0.088 | 0.871 | 1.000 | -0.224 | -0.029 | 0.116 |
| total_return | -0.063 | 0.375 | -0.124 | 0.301 | 0.347 | 0.213 | 0.189 | -0.394 | -0.224 | 1.000 | 0.208 | -0.054 |
| avg_basket_size | -0.125 | 0.572 | -0.095 | 0.099 | 0.727 | 0.386 | 0.189 | -0.087 | -0.029 | 0.208 | 1.000 | 0.404 |
| avg_variety_basket | -0.020 | 0.105 | 0.016 | -0.183 | 0.146 | 0.636 | -0.615 | 0.129 | 0.116 | -0.054 | 0.404 | 1.000 |
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items_purchased | products_variety | avg_ticket | avg_recency_days | frequency_days | total_return | avg_basket_size | avg_variety_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 21.0 | 18.152222 | 35.500000 | 0.058824 | 40.0 | 50.970588 | 0.617647 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 105.0 | 18.904035 | 26.307692 | 35.333333 | 35.0 | 154.444444 | 11.666667 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 114.0 | 28.902500 | 21.823529 | 24.800000 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 24.0 | 33.866071 | 92.666667 | 55.800000 | 0.0 | 87.800000 | 4.800000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 1.0 | 292.000000 | 8.600000 | 13.666667 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 61.0 | 45.326471 | 21.750000 | 24.928571 | 29.0 | 150.142857 | 4.357143 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 148.0 | 17.219786 | 18.300000 | 17.476190 | 399.0 | 172.428571 | 7.047619 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 46.0 | 88.719836 | 32.454545 | 29.833333 | 41.0 | 171.416667 | 3.833333 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 567.0 | 25.543464 | 4.144444 | 4.109890 | 474.0 | 419.714286 | 6.230769 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 34.0 | 29.934776 | 47.666667 | 41.000000 | 0.0 | 87.571429 | 4.857143 |
| customer_id | gross_revenue | recency_days | qty_invoices | qty_items_purchased | products_variety | avg_ticket | avg_recency_days | frequency_days | total_return | avg_basket_size | avg_variety_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5611 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.064394 | 6.0 | 1.000000 | 6.0 | 645.000000 | 66.000000 |
| 5621 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 30.0 | 11.708889 | 12.0 | 6.500000 | 0.0 | 101.500000 | 15.000000 |
| 5622 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.400000 | 4.0 | 2.500000 | 0.0 | 58.000000 | 2.500000 |
| 5633 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 133.0 | 4.199036 | 7.0 | 4.000000 | 0.0 | 203.000000 | 66.500000 |
| 5639 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 72.0 | 16.956849 | 2.0 | 1.500000 | 0.0 | 399.500000 | 36.000000 |
| 5643 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.773333 | 4.0 | 1.000000 | 34.0 | 382.000000 | 30.000000 |
| 5664 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 14.0 | 47.075333 | 3.0 | 1.333333 | 50.0 | 169.333333 | 4.666667 |
| 5670 | 13521 | 1092.39 | 1.0 | 3.0 | 733.0 | 312.0 | 2.511241 | 4.5 | 3.333333 | 0.0 | 244.333333 | 104.000000 |
| 5680 | 15060 | 301.84 | 8.0 | 4.0 | 262.0 | 80.0 | 2.515333 | 1.0 | 0.500000 | 0.0 | 65.500000 | 20.000000 |
| 5699 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.541818 | 6.0 | 1.000000 | 196.0 | 196.000000 | 11.000000 |